CN101636175A - Biomarkers for Neurological Conditions - Google Patents
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Abstract
Description
相关申请案的交叉参考Cross References to Related Applications
本申请案主张2006年11月1日申请的美国临时申请案第60/855,749号的优先权,所述申请案以引用的方式并入本文中。This application claims priority to US Provisional Application Serial No. 60/855,749, filed November 1, 2006, which is incorporated herein by reference.
技术领域 technical field
本发明提供用于诊断患者的神经病况的方法,其包含从所述患者获得生物样本,和评估所述样本中至少一种选自由具有SEQ ID NO:1-440的氨基酸序列的肽组成的群组的生物标记的丰度,其中所述至少一种生物标记的丰度为神经病况的指示。The present invention provides a method for diagnosing a neurological condition in a patient, comprising obtaining a biological sample from said patient, and evaluating said sample at least one selected from the group consisting of peptides having an amino acid sequence of SEQ ID NO: 1-440 The abundance of the biomarkers of the panel, wherein the abundance of the at least one biomarker is indicative of a neurological condition.
背景技术 Background technique
阿兹海默氏病(AD)是一种主要与衰老有关的进行性脑退化疾病。AD是引起脑细胞逐渐丧失的若干病症之一,并且为引起痴呆的可能的主导原因之一。AD的临床表现的特征为记忆力、认知、推理、判断和定向能力的丧失。轻度认知障碍(MCI)通常为AD首先鉴别的阶段。随着疾病的进程,运动、感知和语言能力也受到影响,直到出现多种认知功能的全部损伤。这些认知丧失是逐渐发生的,但通常会在3年到20年时间里导致严重障碍且最终导致死亡。Alzheimer's disease (AD) is a progressive brain degenerative disease mainly associated with aging. AD is one of several conditions that cause a gradual loss of brain cells and is one of the likely leading causes of dementia. The clinical manifestations of AD are characterized by loss of memory, cognition, reasoning, judgment and orientation. Mild cognitive impairment (MCI) is usually the first identified stage of AD. As the disease progresses, motor, sensory, and language abilities are also affected, until total impairment of multiple cognitive functions occurs. These cognitive losses occur gradually but usually lead to severe impairment and eventually death over a period of 3 to 20 years.
AD的早期诊断具有许多益处,包括作出使生活质量最佳选择的额外时间、较少的关于未知问题焦虑、从治疗中获益的良好时机以及较多的为将来计划的时间。然而,诊断AD的合理的非侵入性方法不可用。Early diagnosis of AD has many benefits, including extra time to make choices that optimize quality of life, less anxiety about the unknown, a good time to benefit from treatment, and more time to plan for the future. However, reasonable non-invasive methods of diagnosing AD are not available.
阿兹海默氏病是以脑中的两种主要病理学观察资料为特征:神经原纤维缠结(NFT)和主要由称为Aβ肽的片段凝集物构成的β-淀粉样斑块。患有AD的个体在脑中(β-淀粉样斑块)和脑血管中(β-淀粉样血管病)展现特有的β-淀粉样沉积物以及神经原纤维缠结。神经原纤维缠结不仅出现在阿兹海默氏病中,而且还出现在其它痴呆诱发的病症中。尸检(目前诊断AD的唯一权威性方法)发现,大量这些损害是在人脑中对于记忆和认知极为重要的区域发现。Alzheimer's disease is characterized by two main pathological observations in the brain: neurofibrillary tangles (NFTs) and beta-amyloid plaques composed mainly of aggregates of fragments called Aβ peptides. Individuals with AD exhibit characteristic β-amyloid deposits as well as neurofibrillary tangles in the brain (β-amyloid plaques) and in cerebral blood vessels (β-amyloid angiopathy). Neurofibrillary tangles occur not only in Alzheimer's disease, but also in other dementia-induced conditions. Autopsies (currently the only authoritative method for diagnosing AD) have found that a large number of these lesions are found in areas of the human brain that are critical to memory and cognition.
迫切临床需要开发出可检测早期AD、尤其MCI阶段的诊断标记。尽管在β-淀粉样蛋白成像方面已取得进程(普雷斯提(Lopresti)等人,核医学杂志(J.Nucl.Med.)(2005)46:1959-1972),但并没有临床上可用的关于AD的血清生物标记。截至目前,尚无用于确诊严重神经退化性病症或监测进程的有效生物标记(卡斯特诺(Castano)等人,神经科学研究(Neurol.Res.)(2006)28:1155-163)。There is an urgent clinical need to develop diagnostic markers that can detect early AD, especially MCI stage. Despite progress in imaging β-amyloid (Lopresti et al., J. Nucl. Med. (2005) 46:1959-1972), there are no clinically available Serum biomarkers for AD. To date, there are no effective biomarkers for diagnosing severe neurodegenerative disorders or monitoring progress (Castano et al., Neurol. Res. (2006) 28: 1155-163).
尽管致力于使用蛋白质组技术来发现AD的血液标记,并且历经数十年努力,但可能由于推定的高特异性AD标记被少量患病组织遮蔽,且预期其迅速被清除和代谢,而导致其呈现极低丰度,故关于鉴别有用标记的进程极为缓慢。此外,由于血液蛋白质组中诸如白蛋白等可以比低丰度靶生物标记高数百万倍的浓度存在的驻留蛋白占优势且因所述驻留蛋白质而变得复杂,故研究人员已避开血液研究。为此,研究人员已集中在研究脑脊髓液(CSF)作为AD生物标记的靶流体(参看张(Zhang)等人,阿兹海默氏病杂志(J.Alzheimer′s Disease)(2005)8:377-3386)。然而,CSF方法将临床应用局限于常规筛选。此外,脑血管血液循环以较高效率灌注AD病变,尤其在淀粉样血管病的情况下更是如此。Despite decades of effort to use proteomic techniques to discover blood markers for AD, it is possible that putative highly specific AD markers are obscured by small amounts of diseased tissue and expected to be rapidly cleared and metabolized. Representing very low abundance, the process for identifying useful markers is extremely slow. In addition, researchers have avoided the presence of resident proteins such as albumin in the blood proteome, which can be present in concentrations millions of times higher than low-abundance target biomarkers. Start a blood study. To this end, researchers have focused on studying cerebrospinal fluid (CSF) as a target fluid for AD biomarkers (see Zhang et al., J. Alzheimer's Disease (2005) 8 : 377-3386). However, the CSF approach limits clinical application to routine screening. Furthermore, cerebrovascular blood circulation perfuses AD lesions with high efficiency, especially in the case of amyloid angiopathy.
发明内容 Contents of the invention
一方面,提供用于诊断患者的神经病况的方法,其包含从所述患者获得生物样本,和评估所述样本中至少一种选自由具有SEQ ID NO:1-440的氨基酸序列的肽组成的群组的生物标记的丰度,其中所述至少一种生物标记的丰度为神经病况的指示。在一个实施例中,生物标记的丰度高于对照样本的生物标记丰度。在另一实施例中,生物标记的丰度低于对照样本的生物标记丰度。In one aspect, a method for diagnosing a neurological condition in a patient is provided, comprising obtaining a biological sample from the patient, and assessing at least one of the samples selected from the group consisting of peptides having the amino acid sequence of SEQ ID NO: 1-440. Abundance of the biomarkers of the population, wherein the abundance of the at least one biomarker is indicative of a neurological condition. In one embodiment, the abundance of the biomarker is higher than the abundance of the biomarker in the control sample. In another embodiment, the abundance of the biomarker is lower than the abundance of the biomarker in the control sample.
所述方法还可在评估步骤之前包含从所述样本采集低分子量肽以产生至少一个包含所述肽的部分。生物标记可为与载体蛋白复合的低分子量蛋白质。在另一实施例中,低分子量蛋白质另外从所述载体蛋白纯化。在另一实施例中,低分子量蛋白质经消化且任选经测序。在一个实施例中,生物样本为血液、血清或血浆。在另一实施例中,评估步骤包含选自由以下组成的群组的分析:质谱法,诸如串联质谱法(MS MS);免疫分析,诸如酶联免疫吸附剂分析(ELISA);免疫-质谱法;和悬浮珠粒阵列(suspension beadarray)。所述方法也可包含获得脑微血管病变的神经影像,其可任选使用磁敏感加权成像(susceptibility weighted imaging)、灌注加权成像(perfusion weighted imaging)和磁共振波谱学(magnetic resonance spectroscopy)获得。The method may further comprise, prior to the assessing step, collecting low molecular weight peptides from said sample to generate at least one fraction comprising said peptides. A biomarker can be a low molecular weight protein complexed with a carrier protein. In another embodiment, low molecular weight proteins are additionally purified from said carrier protein. In another embodiment, the low molecular weight protein is digested and optionally sequenced. In one embodiment, the biological sample is blood, serum or plasma. In another embodiment, the evaluating step comprises an analysis selected from the group consisting of: mass spectrometry, such as tandem mass spectrometry (MS MS); immunoassay, such as enzyme-linked immunosorbent assay (ELISA); immuno-mass spectrometry ; and a suspension bead array. The method may also comprise obtaining neuroimages of cerebral microvascular lesions, which may optionally be obtained using susceptibility weighted imaging, perfusion weighted imaging, and magnetic resonance spectroscopy.
神经病况可为阿兹海默氏病(AD)、轻度认知障碍(MCI)、稳定轻度认知障碍(稳定MCI)、进行性轻度认知障碍(PMCI)、血管性痴呆(VD)、血管病黑洞(angiopathyblack hole)、淀粉样脑血管病(CAA)和脑微出血。在一个实施例中,提供用于诊断患者的阿兹海默氏病的方法,其包含从所述患者获得生物样本,和评估所述样本中至少一种选自由具有以下氨基酸序列的肽组成的群组的生物标记的丰度:SEQ ID NO:1、3-13、15、16、21、22、24-28、31-33、37-44、56-59、66-68、93-101、111-128、143-153、156-1170、172-183、263-279、310-335、348、355-359、362、363、365、372、373、376-402、406-426和436-44,其中所述至少一种生物标记的丰度为阿兹海默氏病的指示。另一方面,生物标记为与代谢路径或细胞过程有关的肽。在其它方面中,生物标记为与炎症、雌激素活性、色素上皮源性因子(pigment epithelium-derived factor,PEDF)、维生素D代谢和骨矿化、凝血和血小板活性、补体级联、酰基肽水解酶(APH)活性、维生素A和甲状腺素、磷脂酶活性、球蛋白活性、糖基化或经糖基化、蛋白酶抑制、角蛋白和相关蛋白、血红素降解、丙酮酸代谢、钙相关蛋白、防御素(defensin)、凝溶胶蛋白、玻璃粘连蛋白、前纤维蛋白、凝血栓蛋白、过氧化还原酶(peroxiredoxin)、醇脱氢酶、载脂蛋白、铁和铜代谢或NMDA受体相关蛋白有关的肽。The neurological condition can be Alzheimer's disease (AD), mild cognitive impairment (MCI), stable mild cognitive impairment (stable MCI), progressive mild cognitive impairment (PMCI), vascular dementia (VD ), angiopathy black hole, cerebroamyloid angiopathy (CAA) and cerebral microbleeds. In one embodiment, there is provided a method for diagnosing Alzheimer's disease in a patient, comprising obtaining a biological sample from said patient, and evaluating said sample at least one selected from the group consisting of peptides having the amino acid sequence Abundance of biomarkers of the cohort: SEQ ID NO: 1, 3-13, 15, 16, 21, 22, 24-28, 31-33, 37-44, 56-59, 66-68, 93-101 , 111-128, 143-153, 156-1170, 172-183, 263-279, 310-335, 348, 355-359, 362, 363, 365, 372, 373, 376-402, 406-426, and 436 - 44, wherein the abundance of the at least one biomarker is indicative of Alzheimer's disease. Biomarkers, on the other hand, are peptides related to metabolic pathways or cellular processes. In other aspects, biomarkers are related to inflammation, estrogen activity, pigment epithelium-derived factor (PEDF), vitamin D metabolism and bone mineralization, coagulation and platelet activity, complement cascade, acyl peptide hydrolysis Enzyme (APH) activity, vitamin A and thyroxine, phospholipase activity, globulin activity, glycosylated or glycosylated, protease inhibition, keratin and related proteins, heme degradation, pyruvate metabolism, calcium-related proteins, Defensin, gelsolin, vitronectin, profibrin, thromboxane, peroxiredoxin, alcohol dehydrogenase, apolipoprotein, iron and copper metabolism or NMDA receptor-related proteins of peptides.
另一方面,提供用于诊断患者的轻度认知障碍的方法,其包含从所述患者获得生物样本,和评估所述样本中至少一种选自由具有以下氨基酸序列的肽组成的群组的生物标记的丰度:SEQ ID NO:2、4、14、17、23、29、34、45-55、60-65、69-92、102-110、129-142、154、155、171、184-191、193-226、248-279、281-320、333、336-347、349-354、360、361、364、366-371、374、375、403-405和427-435,其中所述至少一种生物标记的丰度为轻度认知障碍的指示。In another aspect, there is provided a method for diagnosing mild cognitive impairment in a patient, comprising obtaining a biological sample from the patient, and evaluating at least one of the samples selected from the group consisting of peptides having the amino acid sequence Abundance of biomarkers: SEQ ID NO: 2, 4, 14, 17, 23, 29, 34, 45-55, 60-65, 69-92, 102-110, 129-142, 154, 155, 171, 184-191, 193-226, 248-279, 281-320, 333, 336-347, 349-354, 360, 361, 364, 366-371, 374, 375, 403-405 and 427-435, of which The abundance of the at least one biomarker is indicative of mild cognitive impairment.
另一方面,提供用于诊断患者的脑微出血的方法,其包含从所述患者获得生物样本,和评估所述样本中至少一种选自由具有SEQ ID NO:441-452的氨基酸序列的肽组成的群组的生物标记的丰度,其中所述至少一种生物标记的丰度为脑微出血的指示。In another aspect, a method for diagnosing cerebral microbleeds in a patient is provided, comprising obtaining a biological sample from the patient, and evaluating at least one peptide selected from the amino acid sequence having SEQ ID NO: 441-452 in the sample The abundance of the biomarkers of the group consisting, wherein the abundance of the at least one biomarker is indicative of cerebral microbleeds.
在一些实施例中,本发明的方法在评估步骤之前包含从所述样本采集低分子量肽以产生至少一个包含所述肽的部分。低分子量肽的尺寸可例如小于50KDa、小于25KDa或小于15KDa。所述方法还可包含诊断低分子量肽。所述消化可使用酶促或化学方式实现。在一个实例中,可使用胰蛋白酶消化所述肽。In some embodiments, the methods of the invention comprise, prior to the evaluating step, collecting low molecular weight peptides from said sample to generate at least one fraction comprising said peptides. The size of a low molecular weight peptide may eg be less than 50 KDa, less than 25 KDa or less than 15 KDa. The method may also comprise diagnosing low molecular weight peptides. The digestion can be achieved using enzymatic or chemical means. In one example, the peptides can be digested using trypsin.
在其它方面中,提供对神经病况的生物标记具特异性的抗体,以及用于检测患者的神经病况的包含至少一种所述抗体的试剂盒。抗体可例如为单克隆或多克隆抗体,且也可为嵌合抗体、人类化抗体或人类抗体。In other aspects, antibodies specific to biomarkers of neurological conditions are provided, as well as kits comprising at least one such antibody for use in detecting a neurological condition in a patient. Antibodies can be, for example, monoclonal or polyclonal antibodies, and can also be chimeric, humanized or human antibodies.
其它目的、特征和优势将从以下实施方式而显而易见。提供详细描述和特定实例仅出于说明的目的,因为所属领域技术人员通过此详细描述将对在本发明的精神和范围内的各种变更和修改显而易见。此外,所述实例将描述本发明的原理且预期将不会在所有实例中具体说明本发明的应用,其中其将明显有益于现有技术所属领域技术人员。Other objects, features and advantages will be apparent from the following embodiments. The detailed description and specific examples are provided for illustrative purposes only, since various changes and modifications within the spirit and scope of the invention will become apparent to those skilled in the art from this detailed description. Furthermore, the examples will describe the principles of the invention and it is not contemplated that in all examples the applications of the invention will be specified where it would be obvious to those skilled in the art.
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具体实施方式 Detailed ways
已由与诸如白蛋白等载体蛋白结合的蛋白质的谱系发现作为神经病况的指示的低分子量(LMW)肽。评估患者样本中所述LMW肽的存在是例如在治疗期间检测神经病况和监测所述疾病的进程的有效方式。LMW肽尤其适用于在神经病况的早期期间对其进行检测。LMW肽尤其适用于检测AD、MCI和脑微出血。Low molecular weight (LMW) peptides indicative of neurological conditions have been discovered from the lineage of proteins bound to carrier proteins such as albumin. Assessing the presence of said LMW peptides in patient samples is an efficient way to detect neurological conditions and monitor the progression of said diseases, eg during treatment. LMW peptides are especially useful for detecting neurological conditions during their early stages. LMW peptides are especially useful for detecting AD, MCI and cerebral microbleeds.
可使用所属领域中已知的多种方法检测作为生物标记的LMW肽。举例来说,可将抗体用于免疫分析中以检测生物标记的存在。例示性免疫分析例如包括ELISA、放射免疫分析、免疫荧光分析、“夹心”免疫分析(″sandwich″immunoassay)、免疫蛋白印迹(western blot)、免疫沉淀分析和免疫电泳分析。在其它方面中,可在检测LMW肽的过程中使用微珠、阵列、微阵列等分析。例示性分析包括(但不限于)悬浮珠粒分析(施文克(Schwenk)等人,“用于抗体蛋白质组学的高度复合的微珠分析中结合特异性的测定(Determination of binding specificities in highly multiplexed bead-based assays forantibody proteomics),”分子与细胞蛋白质组学(Mol.Cell Proteomics),6(1):125-132(2007))、抗体微阵列(博瑞拜克(Borrebaeck)等人,“使用抗体微阵列的高通量蛋白质组学:最新(High-throughput proteomics using antibody microarrays:an update),”分子诊断学专家评论(Expert Rev.Mol.Diagn.)7(5):673-686(2007))、适体阵列(沃尔特(Walter)等人,“高通量蛋白质阵列:分子诊断学展望(High-throughput protein arrays:prospects for molecular diagnostics),”分子医学进程(Trends Mol Med.)8(6):250-253(2002))、亲和体阵列(affybody array)(尼伦伯格(Renberg)等人,“蛋白质捕获微阵列中的亲和体分子:多结构域配体和不同检测型式的评估(Affibody molecules in proteincapture microarrays:evaluation of multidomain ligands and different detection formats),”蛋白质组学研究杂志(J.Proteome Res.)6(1):171-179(2007))和反相阵列(范米特(VanMeter)等人,“反相蛋白质微阵列:应用于生物标记发现和转化医学(Reverse-phaseprotein microarrays:application to biomarker discovery and translational medicine),”分子诊断学专家评论(Expert Rev.Mol.Diagn.)7(5):625-633(2007))。所有这些出版物都是以引用的方式并入本文中。LMW peptides as biomarkers can be detected using a variety of methods known in the art. For example, antibodies can be used in immunoassays to detect the presence of biomarkers. Exemplary immunoassays include, for example, ELISA, radioimmunoassay, immunofluorescence assay, "sandwich" immunoassay, western blot, immunoprecipitation assay, and immunoelectrophoretic assay. In other aspects, bead, array, microarray, etc. assays can be used in the detection of LMW peptides. Exemplary assays include, but are not limited to, suspension bead assays (Schwenk et al., "Determination of binding specificities in highly multiplexed microbead assays for antibody proteomics") bead-based assays for antibody proteomics), "Molecular and Cellular Proteomics (Mol. Cell Proteomics), 6(1): 125-132 (2007)), antibody microarrays (Borrebaeck et al., " High-throughput proteomics using antibody microarrays: an update," Expert Rev. Mol. Diagn. 7(5): 673-686( 2007)), aptamer arrays (Walter et al., "High-throughput protein arrays: prospects for molecular diagnostics," Trends Mol Med. 8 (6): 250-253 (2002)), affybody arrays (Renberg et al., "Affybody molecules in protein capture microarrays: multidomain ligands and different Evaluation of detection formats (Affibody molecules in proteincapture microarrays: evaluation of multidomain ligands and different detection formats), "Journal of Proteome Research (J.Proteome Res.) 6(1): 171-179(2007)) and reversed-phase arrays (VanMeter et al., "Reverse-phase protein microarrays: application to biomarker discovery and translational medicine," Expert Rev. Mol. Diagn.) 7(5):625-633 (2007)). All of these publications are incorporated herein by reference.
在另一实例中,本发明的生物标记可使用质谱法(MS)检测。此方法的一个实例为串联质谱法(MS/MS),其涉及通常由某种碎裂形式分开的多个质量选择或分析步骤。大部分此类分析都使用电喷雾电离,随后两阶段质量选择:第一阶段(MS1)选择完整分析物(母离子)的质量;且在通过用气体原子碰撞碎裂母离子后,第二阶段(MS2)选择特定母离子片段,共同产生所选反应监测阵列。在一个实施例中,使用碰撞诱导的解离由特定肽离子产生一组片段。碎裂方法主要产生沿肽键破裂的裂解产物。归因于碎裂的简易性,使得可将所观察到的片段质量与已知肽序列的预计质量数据库相比较。已描述多种不同的算法以从串联质谱(MS/MS)数据中鉴别出肽和蛋白质,包括肽片段指纹法(peptide fragment fingerprinting)(SEQUEST、MASCOT、OMSSA和X!Tandem)、肽重新测序(PEAKS、LuteFisk和Sherenga)和基于序列标签的搜索(sequence tag basedsearching)(SPIDER、GutenTAG)。In another example, the biomarkers of the invention can be detected using mass spectrometry (MS). An example of such a method is tandem mass spectrometry (MS/MS), which involves multiple mass selection or analysis steps, usually separated by some form of fragmentation. Most of these analyzes use electrospray ionization followed by two-stage mass selection: the first stage (MS1) selects the mass of the intact analyte (precursor ion); and the second stage, after fragmenting the precursor ion by collision with gas atoms, (MS2) Specific precursor ion fragments are selected to collectively generate a selected reaction monitoring array. In one embodiment, collision-induced dissociation is used to generate a set of fragments from specific peptide ions. Fragmentation methods primarily generate cleavage products that break along peptide bonds. Due to the ease of fragmentation, the observed fragment masses can be compared to a database of predicted masses for known peptide sequences. A number of different algorithms have been described to identify peptides and proteins from tandem mass spectrometry (MS/MS) data, including peptide fragment fingerprinting (SEQUEST, MASCOT, OMSSA, and X!Tandem), peptide resequencing ( PEAKS, LuteFisk, and Sherenga) and sequence tag based searching (SPIDER, GutenTAG).
同样,可使用多重反应监测(MRM)来鉴别患者样本中的本发明的生物标记。此项技术应用MS/MS法例如来胰蛋白酶消化输入样本,随后使用MS来分配所选离子并取样,从而通过跟踪代表分析物的胰蛋白酶片段的准确m/z离子来使分析物的选择更客观和分散。所述方法可执行多次,以致一次可测量多个离子,从而提供用于分析物测量的无抗体方法。例如参看安德森(Andersen)等人,分子和细胞蛋白质组学(Molecular& Cellular Proteomics),5.4:573-588(2006);怀特克尔(Whiteaker)等人,蛋白质组学研究杂志(J.Proteome Res.)6(10):3962-75(2007)。两份出版物都以引用的方式并入本文中。Likewise, multiple reaction monitoring (MRM) can be used to identify biomarkers of the invention in patient samples. This technique applies MS/MS methods such as trypsinization of an input sample, followed by MS to assign and sample selected ions, enabling better analyte selection by tracking the exact m/z ions representing trypsin fragments of the analyte. objective and decentralized. The method can be performed multiple times so that multiple ions can be measured at one time, thereby providing an antibody-free method for analyte measurement. See, e.g., Andersen et al., Molecular & Cellular Proteomics, 5.4:573-588 (2006); Whiteaker et al., J. Proteome Res. ) 6(10): 3962-75 (2007). Both publications are incorporated herein by reference.
在另一实例中,可使用纳流量反相液相色谱-串联质谱(nanoflow reverse-phase liquidchromatography-tandem mass spectrometry)来检测本发明的生物标记。例如参看多蒙B(Domon B),艾伯索德R.(Aebersold R.)科学(Science),312(5771):212-7(2006),其以引用的方式并入本文中。使用此方法,技术人员通常通过胰蛋白酶消化获得肽片段,并且产生所述片段的质谱,随后将其与诸如SEQUEST等数据库相比较以进行蛋白质鉴别。In another example, nanoflow reverse-phase liquid chromatography-tandem mass spectrometry can be used to detect the biomarkers of the invention. See, eg, Domon B, Aebersold R. Science, 312(5771):212-7 (2006), which is incorporated herein by reference. Using this method, one obtains peptide fragments, typically by trypsinization, and generates mass spectra of the fragments, which are then compared to databases such as SEQUEST for protein identification.
另一方面,本发明的生物标记可使用免疫质谱法检测。例如参看利奥塔L(Liotta L)等人,临床研究杂志(J Clin Invest.),116(1):26-30(2006);尼德科夫(Nedelkov),蛋白质组学专家评论(Expert Rev.Proteomics),3(6):631-640(2006),其以引用的方式并入本文中。免疫质谱提供一种快速测定患者样本内存在的肽生物标记同功异形体的准确尺寸和身份的方式。当发展为高通量诊断分析时,一滴患者的血液、血清或血浆都可用于微柱或微孔的高密度基质中,所述微柱或微孔填充有含有针对肽标记的固定多克隆抗体的复合底物。捕获含有表位的所有所述肽的同功异形体。通过质谱仪(诸如MALDI-TOF MS)直接洗脱和分析所捕获的包括分析物片段在内的分析物群。可将准确质量/电荷(m/z)位置处特定肽生物标记的存在用作诊断测试结果。可通过测定一系列离子峰是否存在于指定m/z位置处的简单软件迅速执行分析。In another aspect, the biomarkers of the invention can be detected using immunomass spectrometry. See for example Liotta L et al., J Clin Invest., 116(1):26-30 (2006); Nedelkov, Expert Review of Proteomics Rev. Proteomics), 3(6):631-640 (2006), which is incorporated herein by reference. Immuno-mass spectrometry provides a means to rapidly determine the exact size and identity of peptide biomarker isoforms present in patient samples. When developing a high-throughput diagnostic assay, a single drop of patient blood, serum, or plasma can be used in a high-density matrix of microcolumns or wells filled with immobilized polyclonal antibodies against peptide tags composite substrates. All isoforms of the peptide containing the epitope are captured. The captured analyte population, including analyte fragments, is directly eluted and analyzed by a mass spectrometer, such as MALDI-TOF MS. The presence of specific peptide biomarkers at accurate mass/charge (m/z) positions can be used as a diagnostic test result. Analysis can be performed rapidly by simple software that determines the presence or absence of a series of ion peaks at specified m/z positions.
在另一实例中,可使用标准免疫分析基方法来检测本发明的生物标记,其中使用片段特异性抗体来测量并记录诊断片段的存在。例如参看纳亚(Naya)等人“前列腺癌的检测中前体前列腺特异性抗原同功异形体比率的评估(Evaluation of precursorprostate-specific antigen isoform ratios in the detection of prostate cancer.)”内分泌肿瘤学(Urol Oncol.)23(1):16-21(2005)。此外,所属领域技术人员熟知其它免疫分析,诸如ELISA(麦达(Maeda)等人,“关于石棉相关间皮瘤的血液测试(Blood tests forasbestos-related mesothelioma),”肿瘤学(Oncology)71:26-31(2006))、微流控ELISA(李(Lee)等人,“微流控酶联免疫吸附剂分析技术(Microfluidic enzyme-linkedimmunosorbent assay technology),”临床化学进程(Adv.Clin.Chem.)42:255-259(2006))、纳米悬臂免疫分析(nanocantilever immunoassay)(克罗萨瓦(Kurosawa)等人,“用于环境监测的石英晶体微平衡免疫传感器(Quartz crystal microbalance immunosensors forenvironmental monitoring),”生物传感器与生物电子学(Biosens Bioelectron),22(4):473-481(2006))和等离子体共振免疫分析(plasmon resonance immunoassay)(尼德科夫(Nedelkov),“表面等离子体共振质谱阵列平台的开发(Development of surface Plasmonresonance mass spectrometry array platform),”分析化学(Anal.Chem.)79(15):5987-5990(2007))。所有出版物都以引用的方式并入本文中。In another example, the biomarkers of the invention can be detected using standard immunoassay-based methods in which fragment-specific antibodies are used to measure and document the presence of diagnostic fragments. See, for example, Naya et al. "Evaluation of precursor prostate-specific antigen isoform ratios in the detection of prostate cancer." Endocrine Oncology ( Urol Oncol.) 23(1): 16-21 (2005). In addition, other immunoassays, such as ELISA, are well known to those skilled in the art (Maeda et al., "Blood tests for asbestos-related mesothelioma," Oncology 71:26 -31(2006)), Microfluidic ELISA (Lee et al., "Microfluidic enzyme-linked immunosorbent assay technology," Adv.Clin.Chem. ) 42:255-259 (2006)), nanocantilever immunoassay (nanocantilever immunoassay) (Kurosawa et al., "Quartz crystal microbalance immunosensors forenvironmental monitoring , "Biosensors and Bioelectronics (Biosens Bioelectron), 22(4): 473-481 (2006)) and plasmon resonance immunoassay (Nedelkov), "Surface plasmon resonance Development of surface Plasmonresonance mass spectrometry array platform, "Analytical Chemistry (Anal.Chem.) 79(15): 5987-5990(2007)). All publications are incorporated herein by reference.
在另一实例中,本发明的生物标记可使用电化学方法检测。例如参看林(Lin)等人,分析科学(Anal.Sci.)23(9):1059-1063(2007)。In another example, the biomarkers of the invention can be detected using electrochemical methods. See, eg, Lin et al., Anal. Sci. 23(9): 1059-1063 (2007).
在一个实施例中,LMW肽是在评估步骤之前从生物样本中采集。举例来说,可将100μl血清与2×SDS-PAGE雷米里缓冲液(Laemmli Buffer)(含有200mM DTT)混合,煮沸10分钟并装载于包含5cm长的10%丙烯酰胺凝胶的制备池(Prep Cell)(491型制备池,加州伯乐生命医学产品公司(Bio-Rad Laboratories,CA))上。在250V的恒定电压下执行电泳。在从所述系统中洗脱出溴酚蓝指示剂染料后,LMW肽和蛋白质即从凝胶中迁移出来且将其捕集于洗脱室中的透析膜中。可用具有Tris-甘氨酸电泳缓冲液(running buffer)的相同组成的缓冲液以400ml/min的流速洗脱这些分子,并历时10分钟收集一份。In one embodiment, the LMW peptides are collected from the biological sample prior to the evaluating step. For example, 100 μl of serum can be mixed with 2×SDS-PAGE Laemmli Buffer (containing 200 mM DTT), boiled for 10 minutes and loaded on a preparative pool containing a 5 cm long 10% acrylamide gel ( Prep Cell) (type 491 prep cell, Bio-Rad Laboratories, CA)). Electrophoresis was performed at a constant voltage of 250V. After the bromophenol blue indicator dye was eluted from the system, the LMW peptides and proteins migrated from the gel and were trapped in the dialysis membrane in the elution chamber. These molecules can be eluted with the same composition buffer with Tris-glycine running buffer at a flow rate of 400ml/min and collected in aliquots over 10 minutes.
或者,可使用捕获颗粒从样本采集LMW肽,所述捕获颗粒包含分子筛部分和分析物结合部分,如以引用的方式并入本文中的2006年9月27日申请的美国专利申请案第11/527,727号中所述。简单说来,分子筛部分或分析物结合部分或二者包含具有改变的孔隙度的交联区,或足以排除高分子量分子的孔径。Alternatively, LMW peptides can be collected from a sample using a capture particle comprising a molecular sieve moiety and an analyte binding moiety, as described in U.S. Patent Application No. 11/2006, filed September 27, 2006, incorporated herein by reference. as described in No. 527,727. Briefly, either the molecular sieve portion or the analyte binding portion, or both, comprise cross-linked regions of altered porosity, or pore size sufficient to exclude high molecular weight molecules.
在另一实施例中,在检测前将LMW肽消化,从而降低肽尺寸。所述消化可使用所属领域熟知的标准方法进行。例示性处理包括(但不限于)酶促和化学处理。所述处理可得到部分以及完全消化。酶促处理的一个实例为胰蛋白酶消化。In another embodiment, LMW peptides are digested prior to detection, thereby reducing peptide size. The digestion can be performed using standard methods well known in the art. Exemplary treatments include, but are not limited to, enzymatic and chemical treatments. The treatment can result in partial as well as complete digestion. An example of enzymatic treatment is trypsinization.
本发明的生物标记尤其适用于在神经病况早期期间(诸如当所述病况仍与MCI或PMCI相联系)对其进行检测,或用于检测脑血管病变,诸如脑微出血。为说明起见,轻度认知障碍(MCI)病例在梅奥临床分类标准(Mayo Clinic criteria for classification)分类为MCI-多区域损害(MCI-MCDI),其具有以下特征:i)通过经校正的逻辑记忆测试(corrected Logical Memory testing)或病史申述者的报导以及CDR=0.5所确定的记忆障碍。ii)日常生活活动正常;iii)正常的一般认知功能;iv)如通过标准分和教育所测量到的某一年龄的异常记忆;v)总CDR为0.5且无痴呆;vi)无明显血管问题、需胰岛素糖尿病或未受控制的高血压的过往史。同时,稳定轻度认知障碍(稳定MCI)是基于数项评估的总和分数(Sum of boxes)=0.5-3.5、CDR逻辑记忆障碍(其中至少一项评估表明逻辑记忆障碍)、不总在MCI范围内的神经心理学测试和临床判断。进行性轻度认知障碍(PMCI)表示在两个场合中患者的总和分数≥3.5、与CDR完全一致的神经心理学测试、逻辑记忆原始分数低至零和临床判断。The biomarkers of the invention are particularly useful for detecting neurological conditions during their early stages, such as when the conditions are still associated with MCI or PMCI, or for detecting cerebrovascular lesions, such as cerebral microbleeds. For illustration, mild cognitive impairment (MCI) cases are classified under the Mayo Clinic criteria for classification as MCI-Multiregional Impairment (MCI-MCDI) with the following characteristics: i) Corrected Logical Memory testing or history presenter's report and memory impairment as determined by CDR = 0.5. ii) normal activities of daily living; iii) normal general cognitive function; iv) abnormal memory at a certain age as measured by standard scores and education; v) total CDR of 0.5 and no dementia; vi) no obvious vascularity past history of insulin-requiring diabetes or uncontrolled high blood pressure. Meanwhile, stable mild cognitive impairment (stable MCI) is based on a sum of several assessments (Sum of boxes) = 0.5-3.5, CDR logical memory impairment (where at least one assessment indicates logical memory impairment), not always in MCI A range of neuropsychological testing and clinical judgment. Progressive Mild Cognitive Impairment (PMCI) indicates a patient's sum score ≥ 3.5 on two occasions, neuropsychological testing in full agreement with the CDR, raw scores of logical memory down to zero, and clinical judgment.
可通过如上文所述检测生物标记并且将生物标记的量与对照相比较来测量生物标记的丰度。生物标记的丰度为神经病况的指示剂。如果生物标记“没有对照丰富”,那么生物标记是以明显比在对照样本中的量低的量存在于测试样本中。如果生物标记比对照“更丰富”,那么生物标记是以明显比在对照样本中的量高的量存在于测试样本中。举例来说,差异可为5%、10%、15%、20%、25%、30%、35%、40%、45%、50%、55%、60%、65%、70%、75%、80%、85%、90%、95%、100%、110%、125%、150%、175%、200%、250%、300%、350%、400%、450%、500%、550%、600%、650%、700%、750%、800%、850%、900%、950%、1000%或更高。对照可为来自正常患者或处于已知疾病状态的患者的样本或其等效物。举例来说,对照可来自罹患AD、MCI或脑微出血的患者。对照也可为标准量或已知量的参考肽。The abundance of a biomarker can be measured by detecting the biomarker as described above and comparing the amount of the biomarker to a control. The abundance of biomarkers is an indicator of a neurological condition. If a biomarker is "less abundant than a control," then the biomarker is present in the test sample in a significantly lower amount than in the control sample. If a biomarker is "more abundant" than a control, then the biomarker is present in a significantly higher amount in the test sample than in the control sample. For example, the difference can be 5%, 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75% %, 80%, 85%, 90%, 95%, 100%, 110%, 125%, 150%, 175%, 200%, 250%, 300%, 350%, 400%, 450%, 500%, 550%, 600%, 650%, 700%, 750%, 800%, 850%, 900%, 950%, 1000% or higher. A control can be a sample from a normal patient or a patient in a known disease state, or an equivalent thereof. For example, controls can be from patients suffering from AD, MCI or cerebral microbleeds. A control can also be a standard amount or a known amount of a reference peptide.
所检测的神经病况可例如为阿兹海默氏病(AD)、轻度认知障碍(MCI)、稳定轻度认知障碍(稳定MCI)、进行性轻度认知障碍(PMCI)、血管性痴呆(VD)、血管病黑洞、淀粉样脑血管病(CAA)和脑微出血。除非另作指示,否则本文所述的病况和活性是指其通常认可的定义。举例来说,如实例中较为详细地描述,认知障碍是根据梅奥临床标准定义。The detected neurological condition can be, for example, Alzheimer's disease (AD), mild cognitive impairment (MCI), stable mild cognitive impairment (stable MCI), progressive mild cognitive impairment (PMCI), vascular dementia (VD), vascular black hole, cerebroamyloid angiopathy (CAA) and cerebral microbleeds. Conditions and activities described herein refer to their commonly accepted definitions unless otherwise indicated. For example, as described in more detail in the Examples, cognitive impairment was defined according to the Mayo clinical criteria.
在另一实施例中,生物标记为与代谢路径或细胞过程有关的肽。在其它实施例中,生物标记为与炎症、雌激素活性、色素上皮源性因子(PEDF)维生素D代谢和骨矿化、凝血和血小板活性、补体级联、酰基肽水解酶(APH)活性、维生素A和甲状腺素、磷脂酶活性、球蛋白活性、糖基化或经糖基化、蛋白酶抑制、角蛋白和相关蛋白、血红素降解、丙酮酸代谢、钙相关蛋白、防御素、凝溶胶蛋白、玻璃粘连蛋白、前纤维蛋白、凝血栓蛋白、过氧化还原酶、醇脱氢酶、载脂蛋白、铁和铜代谢或NMDA受体相关蛋白有关的肽。In another embodiment, the biomarkers are peptides associated with metabolic pathways or cellular processes. In other embodiments, the biomarkers are related to inflammation, estrogen activity, pigment epithelium-derived factor (PEDF) vitamin D metabolism and bone mineralization, coagulation and platelet activity, complement cascade, acyl peptide hydrolase (APH) activity, Vitamin A and thyroxine, phospholipase activity, globulin activity, glycosylated or glycosylated, protease inhibition, keratin and related proteins, heme degradation, pyruvate metabolism, calcium-associated proteins, defensins, gelsolin , vitronectin, profibrin, thromboxane, peroxidoreductase, alcohol dehydrogenase, apolipoprotein, iron and copper metabolism or peptides related to NMDA receptor-related proteins.
一方面,可同时评估一种以上生物标记。举例来说,以所述方法评估至少2种、至少5种、至少10种、至少20种、至少30种、至少50种、至少75种、至少100种生物标记。分析一种以上生物标记可增加诊断的准确性。In one aspect, more than one biomarker can be assessed simultaneously. For example, at least 2, at least 5, at least 10, at least 20, at least 30, at least 50, at least 75, at least 100 biomarkers are assessed in the method. Analysis of more than one biomarker can increase diagnostic accuracy.
可将本发明的方法与神经成像技术组合用于检测与神经病况有关的神经病和脑微血管病变。举例来说,可使用神经成像检测与认知障碍有关的脑微出血。使用磁共振成像可检测继发于含铁血黄素残余物的病灶性信号强度减低。MR影像上的这些斑点称为“无效信号(signal void)”、“敏感伪影(susceptibility artifact)”、“黑洞(black hole)”、“小点(dot)”、“微出血(microbleed)”、“陈旧性微出血(old microbleed,OMB)”、“多灶性信号减低损害(multifocal signal loss lesion)”或“微出血(microhemorrhage,MH)”。总的说来,这些斑点称为小的低信号(small hypointensity,SH)且与AD和MCI有关(科尔多尼叶(Cordonnier)等人 神经病学(Neurology)(2006)66:1356-1360;韦瑞格(Werring)等人 大脑(Brain)(2004)127:2265-2275)。适当的MR成像技术包括梯度再聚焦回波T2*(gradient refocused echo T2*,GRE-T2)和磁敏感加权成像(SWI)The methods of the invention can be used in combination with neuroimaging techniques to detect neuropathy and cerebral microvasculopathy associated with neurological conditions. For example, neuroimaging can be used to detect cerebral microbleeds associated with cognitive impairment. Focal decreased signal intensity secondary to hemosiderin remnants can be detected using magnetic resonance imaging. These spots on MR images are called "signal void", "susceptibility artifact", "black hole", "dot", "microbleed" , "old microbleed (OMB)", "multifocal signal loss lesion" or "microhemorrhage (MH)". Collectively, these spots are called small hypointensities (SH) and are associated with AD and MCI (Cordonnier et al. Neurology (2006) 66: 1356-1360; Werring et al. Brain (2004) 127:2265-2275). Appropriate MR imaging techniques include gradient refocused echo T 2 * (GRE-T 2 ) and susceptibility-weighted imaging ( SWI )
检测脑中代谢改变的神经成像方法也可与本发明的生物标记联合使用。可使用例如检测诸如谷氨酸、谷氨酰胺和γ-氨基丁酸(GABA)等神经递质的差异的MR波谱法来分析这些与神经病况有关的系统的改变。可将这些代谢改变与认知减退和生物标记丰度相关。Neuroimaging methods that detect metabolic changes in the brain can also be used in conjunction with the biomarkers of the invention. Alterations in these systems associated with neurological conditions can be analyzed using, for example, MR spectroscopy, which detects differences in neurotransmitters such as glutamate, glutamine, and gamma-aminobutyric acid (GABA). These metabolic changes can be correlated with cognitive decline and biomarker abundance.
可易于使用所属领域中熟知的方法制备对本发明的生物标记具特异性的抗体(参看,J.萨姆布鲁克(J.Sambrook),E.F.福雷奇(E.F.Fritsch)和T.曼尼提斯(T.Maniatis),分子克隆实验室手册(Molecular Cloning,a Laboratory Manual),第2版,冷泉港实验室出版社(Cold Spring Harbor Laboratory Press),第18.7-18.18页,1989)。举例来说,可易于使用自动肽合成仪制备本发明的生物标记。接着,将完全弗氏佐剂(completeFreund′s adjuvant)中诸如(肽)n-KLH(n=1-30)等免疫原注射到免疫活性动物中,随后将悬浮于不完全弗氏佐剂中的相同免疫原先后两次注射到所述免疫活性动物中,在静脉内增强抗原后3天采集脾细胞。随后将所采集的脾细胞与Sp2/0-Ag14骨髓瘤细胞融合并使用直接结合ELISA分析所得克隆的培养物上清液的抗肽反应性。可通过使用原始免疫原的肽片段检测所产生的抗体的优良特异性。Antibodies specific for the biomarkers of the invention can be readily prepared using methods well known in the art (see, J. Sambrook, EF Fritsch and T. Manitsch .Maniatis), Molecular Cloning, a Laboratory Manual, 2nd ed., Cold Spring Harbor Laboratory Press, pp. 18.7-18.18, 1989). For example, the biomarkers of the invention can be readily prepared using an automated peptide synthesizer. Immunogens such as (peptide) n -KLH (n=1-30) are then injected into immunocompetent animals in complete Freund's adjuvant, followed by suspension in incomplete Freund's adjuvant The same immunogen was injected into the immunocompetent animals twice successively, and splenocytes were collected 3 days after the intravenous boost of the antigen. Harvested splenocytes were then fused with Sp2/0-Agl4 myeloma cells and culture supernatants of the resulting clones were analyzed for anti-peptide reactivity using direct binding ELISA. The superior specificity of the antibodies produced can be tested by using peptide fragments of the original immunogen.
在某些实施例中,将一种或一种以上针对本发明的生物标记的抗体提供于试剂盒中以用于诊断方法中。所述试剂盒还可包含用于执行所述诊断方法的试剂、说明书和其它产品。In certain embodiments, one or more antibodies directed against a biomarker of the invention are provided in a kit for use in a diagnostic method. The kits may also include reagents, instructions, and other products for performing the diagnostic methods.
在其它方面中,本发明的生物标记和抗体适用于发现神经病况的新颖方面,诸如本文所述者。In other aspects, the biomarkers and antibodies of the invention are useful for discovering novel aspects of neurological conditions, such as those described herein.
以下实例仅出于说明的目的,且不应将其解释为限制。另外,文中和本申请案全文所揭示的各参考文献都是以全文引用的方式并入本文中。The following examples are for illustrative purposes only and should not be construed as limiting. Additionally, each reference disclosed herein and throughout this application is hereby incorporated by reference in its entirety.
实例example
实例1.背景和患者概述Example 1. Background and Patient Overview
所述研究募集103位来自社区的参与人员(75位MCI个体和28位认知正常的个体)。在起始的75位MCI个体中,经检查有20位因各种与痴呆无关的原因而排除,目前存留55位继续进行研究。根据如NINCDS-ADRDA标准所提供的临床痴呆分级量表(ClinicalDementia Rating,CDR)总和分数≥3.5,其中有17位在0.5到4.1年的观察期里变痴呆(15%年转化率)(斯契夫(Schafer)等人 阿兹海默氏病和相关病症(Alzheimer Dis AssocDisord.)(2004)18:219-222;麦克汉(McKhann)等人 神经病学(Neurology.)(1984)34:939-944)。28位认知正常的个体中有4位已进程至MCI类型,其中有2位通过SWI检测到明显SH。2例MCI病例目前正处于痴呆的边缘,其中有1例具有明显SH。SWI脑成像已显示17位痴呆且进行性认知障碍的个体中有7位具有增加且“大”量(n≥5)SH。所述在脑叶中随后位于皮层-皮层下图案中SH的进行性增加使得诊断模式与“可能性CAA(probable CAA)”相符(克努森(Knudsen)等人 神经病学(Neurology.)(2001)56:537-539)。此观察结果为时间上与CAA典型模式中SH增加相关的一小组散发性迟发型痴呆的首个前瞻性证据。The study recruited 103 participants from the community (75 MCI individuals and 28 cognitively normal individuals). Among the initial 75 MCI individuals, 20 were excluded due to various reasons not related to dementia, and currently 55 remain for further research. According to the clinical dementia grading scale (Clinical Dementia Rating, CDR) total score ≥ 3.5 provided by the NINCDS-ADRDA standard, 17 of them became demented in the observation period of 0.5 to 4.1 years (15% annual conversion rate) (Sch Schafer et al. Alzheimer Dis Assoc Disord. (2004) 18:219-222; McKhann et al. Neurology. (1984) 34:939- 944). Among the 28 cognitively normal individuals, 4 had progressed to MCI type, and 2 of them had obvious SH detected by SWI. Two MCI cases are currently on the verge of dementia, one of which has overt SH. SWI brain imaging has shown that 7 of 17 individuals with dementia and progressive cognitive impairment had increased and "large" amounts (n > 5) of SH. The progressive increase in SH in the lobes followed by localization in cortical-subcortical patterns makes the diagnostic pattern consistent with "probable CAA" (Knudsen et al. Neurology. (2001 ) 56:537-539). This observation is the first prospective evidence of a subgroup of sporadic late-onset dementias temporally associated with increased SH in the typical pattern of CAA.
个体选择:Individual choice:
在公布的记忆诊所筛选出1348位社区个体后,使用由梅奥诊所所定义的包括和排除标准28位老年“对照”和75位患有MCI的个体有资格进行研究(彼得森RC(PetersenRC)等人,神经病学文献3月(Arch Neurol.Mar)(1999)56:303-308)。已利用连续认知(每年2次)和放射学(每年1次)程序持续评估个体历时4.1年(在0.5到4.10年的范围内,平均总随访时间2.3±1.2年,总随访的人年数为241.7年)。所有个体都给出知情同意且所有研究都获得洛玛连达大学伦理委员会(Loma Linda UniversityInstitutional Review Board)批准。获得所有个体的完整药物治疗、医学和抽烟史且明确所有个体的甲状腺功能、血清B12含量和ApoE基因型。After screening 1348 community-based individuals at a published memory clinic, 28 elderly "controls" and 75 individuals with MCI were eligible for the study using inclusion and exclusion criteria defined by the Mayo Clinic (Petersen RC) et al., Arch Neurol. Mar (1999) 56:303-308). Individuals were continuously assessed using sequential cognitive (twice per year) and radiological (once per year) procedures over a period of 4.1 years (range 0.5 to 4.10 years, with a mean total follow-up of 2.3 ± 1.2 years and a total of person-years of follow-up of 241.7). All subjects gave informed consent and all studies were approved by the Loma Linda University Institutional Review Board. The complete drug treatment, medical and smoking history of all individuals were obtained and the thyroid function, serum B12 content and ApoE genotype of all individuals were clarified.
正常个体:(n=28)Normal individuals: (n=28)
所有“对照个体”都无客观或主观的记忆缺陷且在神经心理学测试中处于正常界限内(总CDR为0,CDR记忆分量为0且CDR总和分数为1或低于基线值)。将CDR总和分数用作认知能力(cognitive performance)的量度。(107)All "control subjects" had no objective or subjective memory deficits and were within normal limits on neuropsychological testing (total CDR of 0, CDR memory component of 0 and CDR sum score of 1 or below baseline). The CDR sum score was used as a measure of cognitive performance. (107)
MCI个体:(n=75)MCI Individuals: (n=75)
所有MCI病例在梅奥临床分类标准中分类为MCI-多区域损害(MCI-MCDI),其具有以下特征:i)通过经校正的逻辑记忆测试或病史申述者的报导以及CDR=0.5所确定的记忆障碍;ii)日常生活活动正常;iii)正常的一般认知功能;iv)如通过标准分和教育所测量到的某一年龄的异常记忆;v)总CDR为0.5且无痴呆;和vi)无明显血管问题、需胰岛素糖尿病或未受控制的高血压的过往史。据检查,有20位MCI个体出于各种原因而排除:癌症2位、并存疾病(co-morbidity)1位、幽闭恐怖症2位、缺少护理支持/迁居9位、失去兴趣的5位和装起搏器的1位。All MCI cases were classified as MCI-Multiregional Impairment (MCI-MCDI) in the Mayo Clinical Classification Criteria, which had the following characteristics: i) as determined by the corrected logical memory test or the presenter's report of the history and CDR=0.5 Memory impairment; ii) normal activities of daily living; iii) normal general cognitive function; iv) abnormal memory at a certain age as measured by standard scores and education; v) total CDR of 0.5 and no dementia; and vi ) with no past history of significant vascular problems, insulin-requiring diabetes, or uncontrolled hypertension. According to examination, 20 MCI individuals were excluded for various reasons: 2 cancers, 1 co-morbidity, 2 claustrophobia, 9 lack of nursing support/relocation, 5 loss of interest and 1 bit for pacemaker.
认知测试:cognitive test:
所有认知评定都是在4周的MR评估时间内由同一组神经心理学家进行,且在约6个月间隔后进行再评估。已执行总计476次认知测试,其中某些个体历经多达9项评估。认知测试组合包括CDR录像带(videotaped CDR)加下述:逻辑记忆I、II;北美成人阅读测试(North American Adult Reading Test);语言流畅性:语音和语义;威斯康辛卡片分类测试(Wisconsin Card Sorting Test);连线测试A及B(Trail Making Test A&B);波士顿命名测试(Boston Naming Test);画钟测试(Draw-A-Clock);抑郁特征组合形式II(Depression Features Battery Version II);和老年人抑郁量表(Geriatric DepressionScale)。All cognitive assessments were performed by the same team of neuropsychologists during the 4-week MR assessment period and reassessed at approximately 6-month intervals. A total of 476 cognitive tests have been administered, with some individuals undergoing as many as 9 assessments. Cognitive test package includes videotaped CDR plus the following: Logical Memory I, II; North American Adult Reading Test; Verbal Fluency: Phonology and Semantics; Wisconsin Card Sorting Test ); Trail Making Test A&B; Boston Naming Test; Draw-A-Clock; Depression Features Battery Version II; Geriatric Depression Scale.
每月2次评审放射学和认知评定结果。在极少数情况下,如果认知测试和神经学检查表明除AD外例如额颞痴呆(frontotemporal dementia)、进行性核上性麻痹(progressivesupranuclear palsy)、原发进行性失语(primary progressive aphasia)等病症发展,那么将所述个体从研究中去除。如果根据年龄和教育在标准数据上出现低于>1.5的标准差(SD),那么神经心理学测试结果标注为异常。痴呆的诊断是建立在临床判断(共识会议)、NINCDS-ADRDA标准和CDR总和分数(SOB)≥3.5的基础上。(107)Radiological and cognitive assessment results were reviewed twice a month. In rare cases, if cognitive testing and neurologic examination indicate conditions other than AD such as frontotemporal dementia, progressive supranuclear palsy, primary progressive aphasia development, the individual was removed from the study. Neuropsychological test results were flagged as abnormal if they appeared below >1.5 standard deviations (SD) on the normative data according to age and education. The diagnosis of dementia was based on clinical judgment (consensus meeting), NINCDS-ADRDA criteria, and CDR sum score (SOB) ≥ 3.5. (107)
各组的认知过程和当前神经心理学(NP)分类:Cognitive processes and current neuropsychological (NP) classification for each group:
在过去4.1年里,已仔细地监测各组的认知过程且已形成5级分类(表5)。此分类为共分析MR和蛋白质组研究结果的矩阵。特别关注在观察中已进程至认知丧失(MCI)、“痴呆”或“进行性MCI”的MCI和对照病例。Over the past 4.1 years, the cognitive processes of the groups have been carefully monitored and a 5-grade classification has been developed (Table 5). This category serves as a matrix for the co-analysis of MR and proteomic study results. Particular attention will be paid to MCI and control cases that have progressed to cognitive loss (MCI), "dementia" or "progressive MCI" under observation.
表5.5级认知NP分类Table 5.5 Level Cognitive NP Classification
在检查多项NP评估结果后得出上述评分。仅一项评估在基线水平的个体归类为正常或MCI。The above scores were derived after examining the results of multiple NP assessments. Individuals with only one assessment at baseline were classified as normal or MCI.
表6.476次NP评估表Table 6. 476 times NP evaluation form
在不稳定正常和不稳定MCI组中发现认知操作的明显波动。不稳定MCI组具有痴呆发生场合的认知状态(CDR=3.5)但可利用药物治疗提高至3.0。已获得所有组的完整药物治疗史。Significant fluctuations in cognitive operations were found in the unstable normal and unstable MCI groups. The unstable MCI group had a cognitive status (CDR=3.5) of the onset of dementia but could be improved to 3.0 with drug treatment. Complete drug treatment histories have been obtained for all groups.
表7.基线NP(最初两类)和根据表5的当前NP状态Table 7. Baseline NP (initial two categories) and current NP status according to Table 5
表7提供使用如由基础分类(entrance classification)(正常或MCI)得出的5级分类的各组的当前NP状态。注意到正常进行性移动至MCI且10例MCI移动至U-Normal和正常,25例MCI已移动至U-MCI(8)和PMCI(17)。设计人类试验以测定在痴呆发展期间MR和蛋白质组的改变。Table 7 provides the current NP status for each group using a 5-level classification as derived from the entrance classification (normal or MCI). Progressive normal to MCI was noted and 10 cases of MCI had moved to U-Normal and Normal, and 25 cases of MCI had moved to U-MCI (8) and PMCI (17). Human experiments were designed to measure changes in MR and proteome during dementia development.
材料和方法Materials and methods
通过制备池采集低分子量蛋白质Collection of low molecular weight proteins through preparative pools
将100μl血清与SDS-PAGE上样缓冲液(loading buffer)混合,煮沸10分钟并装载到制备池(伯乐公司,加州)上。2小时电泳后,低分子量蛋白质迁移出凝胶并将其洗脱到收集管中。100 μl of serum was mixed with SDS-PAGE loading buffer, boiled for 10 minutes and loaded onto the prep pool (Bio-Rad, CA). After 2 hours of electrophoresis, low molecular weight proteins migrated out of the gel and eluted into collection tubes.
纳流量反相液相色谱-串联MS(nanoRPLC-MS/MS)Nano flow reversed-phase liquid chromatography-tandem MS (nanoRPLC-MS/MS)
进一步使从制备池洗脱的蛋白质通过去污剂清除微量试剂盒(detergent clean-upmicro kit)普洛斯平(ProteoSpin)(加拿大诺冠公司(Norgen,Canada))以去除洗脱缓冲液中会干扰质谱分析的SDS。利用10mM DTT还原已清洁的蛋白质,用50mM碘乙酰胺将其烷基化并在37℃下用胰蛋白酶(来自普洛麦格公司(Promega))消化过夜。进一步通过固相分离小柱(Sep-Pak cartridge)(马萨诸塞州沃特世公司(Waters,MA))纯化经胰蛋白酶消化的肽,并通过使用线性离子阱质谱仪(LTQ,热电公司(ThermoElectron),加州圣何塞(San Jose,CA))的反相液相色谱纳米喷雾串联质谱进行分析。在分离柱具有激光拉制尖端的100μm内径(i.d.)×10cm长熔融石英毛细管(泊利米克技术公司(Polymicro Technologies),亚利桑那州菲尼克斯(Phoenix,AZ))中内部填充有5μm、200埃孔径C18树脂(麦克科姆生物技术公司(Michrom BioResources),加州)浆液。注射样本后,用流动相A(0.4%乙酸)洗涤柱5分钟,并且使用0%流动相B(0.4%乙酸,80%乙腈)到50%流动相B的线性梯度以250纳升/分钟将肽洗脱30分钟,随后以50%流动相B到100%B的线性梯度再洗脱5分钟。LTQ质谱仪以数据依赖性模式操作,其中每次全MS扫描后为5次MS/MS扫描,其中动态地选择5种最丰富的分子离子用于使用35%的标准化碰撞能进行碰撞诱导的解离(CID)。The protein eluted from the preparation pool was further passed through the detergent clean-upmicro kit ProteoSpin (Norgen, Canada) to remove interferences in the elution buffer. SDS for mass spectrometric analysis. Cleaned proteins were reduced with 10 mM DTT, alkylated with 50 mM iodoacetamide and digested with trypsin (from Promega) overnight at 37°C. The tryptic-digested peptides were further purified by solid-phase separation cartridge (Sep-Pak cartridge) (Waters, MA) and analyzed by using a linear ion trap mass spectrometer (LTQ, ThermoElectron). , San Jose, California (San Jose, CA)) reversed-phase liquid chromatography nanospray tandem mass spectrometry for analysis. A 100 μm internal diameter (i.d.) x 10 cm long fused silica capillary (Polymicro Technologies, Phoenix, AZ) with a laser-drawn tip in the separation column was internally filled with a 5 μm, 200 angstrom pore size C18 resin (Michrom BioResources, CA) slurry. After sample injection, the column was washed with mobile phase A (0.4% acetic acid) for 5 min, and the column was washed at 250 nL/min using a linear gradient from 0% mobile phase B (0.4% acetic acid, 80% acetonitrile) to 50% mobile phase B. Peptides were eluted for 30 minutes followed by a linear gradient of 50% mobile phase B to 100% B for an additional 5 minutes. The LTQ mass spectrometer was operated in data-dependent mode, where each full MS scan was followed by 5 MS/MS scans, where the 5 most abundant molecular ions were dynamically selected for collision-induced solution using a normalized collision energy of 35%. From (CID).
也可使用利用热电LTQ仪器(Thermo LTQ instrument)的ETD法。与传统的碰撞诱导的解离(CID)相反,ETD法(斯卡(Syka)等人 美国国家科学院院刊(Proc.Natl.Acad.Sci.U.S.A.)(2004)101:9528-9533)在MS-MS分析中通过电子转移实现肽碎裂。已证实ETD在由较大、较高电荷状态的肽(包括完整小蛋白质)以及具有翻译后修饰(PTM)的肽提供较易于解译的MS-MS序列数据方面比CID有效。(科恩(Coon)等人美国国家科学院院刊(Proc.Natl.Acad.Sci.U.S.A.)(2005)102:9463-9468)。CID与ETD分析的新颖组合可增强肽鉴别的生产率。An ETD method using a thermoelectric LTQ instrument (Thermo LTQ instrument) can also be used. In contrast to traditional collision-induced dissociation (CID), the ETD method (Syka et al. Proc. Natl. Acad. Sci. U.S.A. (2004) 101: 9528-9533) in MS - Fragmentation of peptides by electron transfer in MS analysis. ETD has been shown to be more effective than CID in providing easier-to-interpret MS-MS sequence data from larger, higher charge state peptides, including intact small proteins, as well as peptides with post-translational modifications (PTMs). (Coon et al. Proc. Natl. Acad. Sci. U.S.A. (2005) 102:9463-9468). The novel combination of CID and ETD analysis can enhance the productivity of peptide identification.
实例2:血清蛋白质组分析Example 2: Serum proteome analysis
分离LMW蛋白质Separation of LMW proteins
在首次血清蛋白质组研究A中,通过还原和烷基化(DTT、碘乙酰胺)随后蛋白质消化,接着LTQ质谱来制备100μL全血清样本等分试样以供高效液相色谱/质谱(LC-MS)分析。对于随后的研究B和C,由各血清样本制备由低分子量(LMW)蛋白质组成的蛋白质组亚组以减少蛋白质混合物的复杂性。通过SDS-PAGE分离所得LMW蛋白质,且通过考马斯染色(Coomassie staining)使蛋白质显像。In the first serum proteome study A, 100 μL whole serum sample aliquots were prepared for high-performance liquid chromatography/mass spectrometry (LC- MS) analysis. For subsequent studies B and C, a proteome subset consisting of low molecular weight (LMW) proteins was prepared from each serum sample to reduce the complexity of the protein mixture. The resulting LMW proteins were separated by SDS-PAGE and the proteins were visualized by Coomassie staining.
对于研究B,样本是由从14-15位个体(对照、MCI和PMCI)汇集的血清样本组成。利用改良的LMW分离,收集分子量为25kDa的血清蛋白并通过SDS-PAGE分离。For Study B, samples consisted of serum samples pooled from 14-15 individuals (Control, MCI and PMCI). Using a modified LMW separation, serum proteins with a molecular weight of 25 kDa were collected and separated by SDS-PAGE.
对于研究C,制备由5位已由对照进程至MCI(1个样本)和由MCI进程至PMCI的个体取得的血清样本,以得到LMW蛋白质,并且使用热电杂交LTQ-Orbitrap质谱仪执行LC-MS分析。这代表着MS技术领域的技术现状且提供与LTQ相比的数个优势,诸如所获取的前体肽分子离子波谱的优良的高质量分辨率和质量准确性。For Study C, serum samples from 5 individuals who had progressed from control to MCI (1 sample) and from MCI to PMCI were prepared for LMW proteins and LC-MS was performed using a thermoelectric hybridization LTQ-Orbitrap mass spectrometer analyze. This represents the state of the art in the field of MS technology and offers several advantages over LTQ, such as excellent high mass resolution and mass accuracy of the acquired precursor peptide molecular ion spectra.
数据分析和结果。Data analysis and results.
使用SEQUEST搜索算法针对公共人类蛋白质数据库(NCBI)搜索MS-MS波谱以获得匹配。研究A的结果仅鉴别出含量丰富的血清蛋白。所述结果导致关注低分子量(LMW)血清蛋白(研究B)。50kDa的临界值不足以降低蛋白质的复杂性,且TCA蛋白质沉淀引起不可接受的蛋白质损失。因此,每组使用相对大量(14)的个别个体血清样本的汇集样本进行研究B的高质量分析。此研究将对照与MCI与PMCI样本/个体组中所鉴别出的LMW蛋白质相比较。此定性分析鉴别出候选生物标记(丰度不同的蛋白质)。研究C的目的在于鉴别具有不同丰度的LMW血清蛋白,其与MCI向PMCI进程(4位个体;4对样本)以及对照向MCI进程(1位个体;1对样本)的诊断相关。这10个样本的分析产生对超过500种蛋白质的鉴别。在个体组中,个体间的apoE基因型无显著差异。MS-MS spectra were searched for matches against the public human protein database (NCBI) using the SEQUEST search algorithm. The results of Study A identified only abundant serum proteins. The results led to a focus on low molecular weight (LMW) serum proteins (Study B). A cutoff of 50 kDa was insufficient to reduce protein complexity, and TCA protein precipitation caused unacceptable protein loss. Therefore, a pooled sample of a relatively large number (14) of individual individual serum samples per group was used for the high quality analysis of Study B. This study compared controls to LMW proteins identified in MCI and PMCI samples/individual groups. This qualitative analysis identifies candidate biomarkers (proteins of varying abundance). The aim of Study C was to identify LMW serum proteins with different abundances that were associated with the diagnosis of progression from MCI to PMCI (4 individuals; 4 pairs of samples) and control progression to MCI (1 individual; 1 pair of samples). Analysis of these 10 samples yielded the identification of over 500 proteins. Within individual groups, there were no significant differences in apoE genotype among individuals.
通过比较串联质谱(MS2扫描)的数量确定候选生物标记蛋白,所述串联质谱与对应于数据库中源蛋白的肽序列相匹配,针对所述数据库可搜索数据。相对于丰度较低的蛋白质,丰度较高的蛋白质将由酶消化而产生数量更多且更丰富的肽,且这些肽通常会引起较多匹配的MS2波谱。以此方式,MS2波谱的数量(称为“波谱计数”)为混合物中蛋白质的相对丰度的近似量度(分析化学(Analytical Chemistry),76(14),4193-4201(2004))。丰度不同的候选蛋白质的评估集中在相对于一组样本,在另一组样本中产生50%或更高波谱计数差异的蛋白质。Candidate biomarker proteins were identified by comparing the number of tandem mass spectra (MS2 scans) that matched the peptide sequence corresponding to the source protein in a database against which the data was searchable. Enzymatic digestion of a higher abundance protein will yield a greater number and more abundant peptides relative to a lower abundance protein, and these peptides will generally result in more matching MS2 spectra. In this way, the number of MS2 spectra (termed "spectrum count") is an approximate measure of the relative abundance of proteins in a mixture (Analytical Chemistry, 76(14), 4193-4201 (2004)). The evaluation of candidate proteins that differ in abundance focuses on proteins that produce a 50% or greater difference in spectral counts in one set of samples relative to another set of samples.
研究结果展示于表8-10中。The results of the study are presented in Tables 8-10.
实例3:脑微出血的检测Example 3: Detection of cerebral microbleeds
在两个地方(底特律MRI生物医学研究所(Detroit MRI Institute for BiomedicalResearch,DMRI)和洛玛连达大学(LLU))但目前主要在LLU由评定者(其为使用同一方案的计划的组成人员且对临床状态未知)独立地进行SH计数。一次评审一个2mm切片的SWI滤波位相影像(SWI filtered phase image)中SH的存在。在数据评审过程中,使用所有幅值的影像,即高通(HP)滤波位相影像和对比增强的SWI幅值影像。并排放置影像以鉴别出SH,并且使用HP滤波位相影像以用上述和下述评审对其进行标记,以检查血管连接。如图2中所示,一个切片可含有一个以上SH,随后用不同色彩边界突显出每一SH。不再对在先前切片中展现SH外观的任何切片进行重新计数。对SH赋予切片和序列编号、尺寸(1-3、3-5、>5mm O.D.)和解剖学位置。由于微动脉瘤中血液收集产生明显无效信号,故无法利用血管壁中及/或外周的血液来辨别微动脉瘤。蛛网膜下和脑沟血管空隙、对称局灶性基底神经节信号丧失不予计数。At two locations (Detroit MRI Institute for Biomedical Research (DMRI) and Loma Linda University (LLU)) but currently primarily at LLU by raters who are members of programs using the same protocol and Clinical status unknown) SH counts were performed independently. Review the presence of SH in SWI filtered phase images of one 2mm slice at a time. During data review, images of all magnitudes, ie high-pass (HP) filtered phase images and contrast-enhanced SWI magnitude images, were used. Images were placed side-by-side to identify SH, and HP filtered phase images were used to label them with the review above and below to examine vascular connections. As shown in Figure 2, a slice may contain more than one SH, each SH is then highlighted with a different color border. Any slices exhibiting SH appearance in previous slices are no longer recounted. SHs were assigned section and sequence numbers, size (1-3, 3-5, >5 mm O.D.), and anatomical location. Microaneurysms cannot be identified using blood in and/or in the periphery of the vessel wall because blood collection in microaneurysms produces an apparently null signal. Subarachnoid and sulcal vascular spaces, symmetrical focal basal ganglia signal loss were not counted.
被鉴别为与脑微出血有关的生物标记呈现于表11中。Biomarkers identified as associated with cerebral microbleeds are presented in Table 11.
实例4:对生物标记的进一步评估Example 4: Further evaluation of biomarkers
可使用多种方法进一步评估本发明的生物标记。除传统的生物验证分析外,也可使用质谱方法。一种验证方法为使用对候选蛋白质具特异性的市售抗体对血清样本进行的免疫蛋白印迹分析(Western assay)。如果抗体没有市售,那么可易于使用所属领域中熟知及本文中揭示的方法制备。The biomarkers of the invention can be further assessed using a variety of methods. In addition to traditional biovalidation analysis, mass spectrometry methods can also be used. One method of validation is Western assay of serum samples using commercially available antibodies specific for the candidate protein. If the antibody is not commercially available, it can be readily prepared using methods well known in the art and disclosed herein.
此外,可使用三级四极杆质谱(triple quadruple mass spectrometry,TQMS)技术进一步评估生物标记。所述技术使用多重反应监测(MRM),其由(1)利用第一级四极杆检测和选择分子离子;(2)在第二级四极杆中使这些离子碎裂;和(3)在第三级四极杆中检测少量已知片段的离子组成。通过分析得到分析物的分子量和片段离子的相对丰度,其可表征分析物结构和色谱洗脱时间(LC/MS)。现代TQMS仪提供具有较高分辨率和准确质量测量的先进MRM性能、在大量所选分析物与所监测的碎裂质量之间转换的快速电子设备并且易于使用。LC/TQMS固有的优势包括高检测灵敏度、较大的动态检测响应范围和并入稳定的经同位素标记的靶分析物合成类似物的能力(此允许良好的定量分析性能)(安德森(Anderson),分子和细胞蛋白质组学(Mol.Cell.Proteomics)(2006)5:573-588;弗雷文(Frewen)等人 分析化学(Anal.Chem.)(2006)78:5678-5684)。In addition, biomarkers can be further assessed using triple quadruple mass spectrometry (TQMS) technology. The technique uses multiple reaction monitoring (MRM), which consists of (1) detecting and selecting molecular ions using a first quadrupole; (2) fragmenting these ions in a second quadrupole; and (3) The ion composition of a small number of known fragments is detected in the third quadrupole. The molecular weight of the analyte and the relative abundance of fragment ions are obtained by analysis, which can characterize the analyte structure and chromatographic elution time (LC/MS). Modern TQMS instruments offer advanced MRM capabilities with higher resolution and accurate mass measurements, fast electronics for switching between large numbers of selected analytes and monitored fragment masses, and ease of use. Inherent advantages of LC/TQMS include high detection sensitivity, large dynamic detection response range, and the ability to incorporate stable isotope-labeled target analyte synthetic analogs (which allows good quantitative performance) (Anderson, Molecular and Cellular Proteomics (Mol. Cell. Proteomics) (2006) 5: 573-588; Frewen et al. Analytical Chemistry (Anal. Chem.) (2006) 78: 5678-5684).
可如在发现阶段利用掺加的内标物以及经同位素标记的生物标记的合成类似物来增进所述研究。此外,可使用自动进样器和其它方法来增大通量(例如,基于平板的样本肽富集且在LC/MS前去除)。Such studies can be enhanced with the use of spiked internal standards as well as synthetic analogs of isotopically labeled biomarkers, as in the discovery phase. In addition, autosamplers and other methods can be used to increase throughput (eg, plate-based sample peptide enrichment and removal prior to LC/MS).
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| WO2024032713A1 (en) * | 2022-08-12 | 2024-02-15 | The University Of Hong Kong | Novel immunomodulatory, neuromodulatory, osteogenic, and anti-osteoporotic hkuot-s2 protein that enhances bone fracture repairs and suppresses osteoporosis development |
| WO2024051937A1 (en) * | 2022-09-07 | 2024-03-14 | EM Scientific Limited | Method for assessing efficacy of treatment protocols for neurodegenerative diseases |
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| US7995825B2 (en) * | 2001-04-05 | 2011-08-09 | Mayo Foundation For Medical Education | Histogram segmentation of FLAIR images |
| EP1379552B2 (en) * | 2001-04-20 | 2014-11-19 | The Institute for Systems Biology | Toll-like receptor 5 ligands and methods of use |
| WO2003087768A2 (en) * | 2002-04-12 | 2003-10-23 | Mitokor | Targets for therapeutic intervention identified in the mitochondrial proteome |
| WO2005074605A2 (en) * | 2004-02-03 | 2005-08-18 | University Of Rochester | Recombinant molecular products for expression of heme oxygenase-1, heme oxygenase-2, and/or biliverdin reductase for treatment of neurodegenerative diseases or disorders |
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- 2007-11-01 EP EP07870830A patent/EP2097094A4/en not_active Withdrawn
- 2007-11-01 WO PCT/US2007/023026 patent/WO2008063369A2/en not_active Ceased
- 2007-11-01 US US12/513,032 patent/US20100159486A1/en not_active Abandoned
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105367624A (en) * | 2015-11-25 | 2016-03-02 | 刘天军 | Preparation method and application of LLVV-Hemorphin-6 peptide |
| CN109924505A (en) * | 2017-12-15 | 2019-06-25 | 上海海洋大学 | A kind of NEW TYPE OF COMPOSITE probiotic food |
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| WO2008063369A3 (en) | 2008-10-30 |
| AU2007322252A1 (en) | 2008-05-29 |
| EP2097094A2 (en) | 2009-09-09 |
| EP2097094A4 (en) | 2011-01-05 |
| WO2008063369A2 (en) | 2008-05-29 |
| US20100159486A1 (en) | 2010-06-24 |
| CA2668640A1 (en) | 2008-05-29 |
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